SOTAVerified

Document Summarization

Automatic Document Summarization is the task of rewriting a document into its shorter form while still retaining its important content. The most popular two paradigms are extractive approaches and abstractive approaches. Extractive approaches generate summaries by extracting parts of the original document (usually sentences), while abstractive methods may generate new words or phrases which are not in the original document.

Source: HIBERT: Document Level Pre-training of Hierarchical Bidirectional Transformers for Document Summarization

Papers

Showing 701725 of 760 papers

TitleStatusHype
Multi-document multilingual summarization corpus preparation, Part 2: Czech, Hebrew and Spanish0
Multi-document multilingual summarization and evaluation tracks in ACL 2013 MultiLing Workshop0
Multilingual Multi-Document Summarization with POLY20
Multilingual Single-Document Summarization with MUSE0
Multi-document multilingual summarization corpus preparation, Part 1: Arabic, English, Greek, Chinese, Romanian0
ACL 2013 MultiLing Pilot Overview0
Deconstructing Human Literature Reviews -- A Framework for Multi-Document Summarization0
Evolutionary Hierarchical Dirichlet Process for Timeline Summarization0
Learning to Order Natural Language Texts0
ParaQuery: Making Sense of Paraphrase Collections0
Using Supervised Bigram-based ILP for Extractive Summarization0
Towards Robust Abstractive Multi-Document Summarization: A Caseframe Analysis of Centrality and Domain0
Probabilistic Domain Modelling With Contextualized Distributional Semantic Vectors0
Fast and Robust Compressive Summarization with Dual Decomposition and Multi-Task Learning0
Using POMDPs for Topic-Focused Multi-Document Summarization (L'utilisation des POMDP pour les r\'esum\'es multi-documents orient\'es par une th\'ematique) [in French]0
A Preliminary Study of Tweet Summarization using Information Extraction0
UTTime: Temporal Relation Classification using Deep Syntactic Features0
INAOE\_UPV-CORE: Extracting Word Associations from Document Corpora to estimate Semantic Textual Similarity0
Semeval-2013 Task 8: Cross-lingual Textual Entailment for Content Synchronization0
JU\_CSE: A CRF Based Approach to Annotation of Temporal Expression, Event and Temporal Relations0
Drug Extraction from the Web: Summarizing Drug Experiences with Multi-Dimensional Topic Models0
Using Document Summarization Techniques for Speech Data Subset Selection0
Coherence Modeling for the Automated Assessment of Spontaneous Spoken Responses0
Towards Coherent Multi-Document Summarization0
Learning Policies for Contextual Submodular Prediction0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1HAT-BARTROUGE-144.48Unverified
2MatchSum (RoBERTa-base)ROUGE-144.41Unverified
3Hie-BARTROUGE-144.35Unverified
4MatchSum (BERT-base)ROUGE-144.22Unverified
5BertSumExtROUGE-143.85Unverified
6BigBird-PegasusROUGE-143.84Unverified
7T5-11BROUGE-143.52Unverified
8BERTSUM+TransformerROUGE-143.25Unverified
9UniLM (Abstractive Summarization)ROUGE-143.08Unverified
10Selector+Pointer GeneratorROUGE-141.72Unverified
#ModelMetricClaimedVerifiedStatus
1LexRank (query: step title)ROUGE-139.6Unverified
2CES (query: step title)ROUGE-139.3Unverified
3CES (query: step + method titles)ROUGE-138.3Unverified
4LexRank (query: step + method titles)ROUGE-138.2Unverified
5CES (query: step + method + article titles)ROUGE-137Unverified
6LexRank (query: step + method + article titles)ROUGE-136.3Unverified
7GreedyRel (query: step + method titles)ROUGE-130.3Unverified
8GreedyRel (query: step title)ROUGE-130.1Unverified
9BM25-HierSumm (query: step + method titles)ROUGE-123Unverified
10BM25-HierSumm (query: step title)ROUGE-122.3Unverified
#ModelMetricClaimedVerifiedStatus
1LexRank (query: method + article + steps titles)ROUGE-153.5Unverified
2CES (query: method + article + steps titles)ROUGE-152.2Unverified
3GreedyRel (query: method + article + steps titles)ROUGE-148.6Unverified
4CES (query: method title)ROUGE-148.4Unverified
5CES (query: method + article titles)ROUGE-148.3Unverified
6LexRank (query: method title)ROUGE-147.7Unverified
7LexRank (query: method + article titles)ROUGE-147.1Unverified
8GreedyRel (query: method title)ROUGE-143.4Unverified
9GreedyRel (query: method + article titles)ROUGE-142.3Unverified
#ModelMetricClaimedVerifiedStatus
1DeepPyramidionROUGE-147.15Unverified
#ModelMetricClaimedVerifiedStatus
1DeepPyramidionRouge-219.99Unverified
#ModelMetricClaimedVerifiedStatus
1BigBird-PegasusROUGE-147.12Unverified
#ModelMetricClaimedVerifiedStatus
1DOCmT5Rouge-L31.37Unverified